Six price intelligence subscriptions, one searchable feed.
Unified Market Intelligence Platform
Before
Hours per bulletin
Now
Minutes
The challenge
Market intelligence arrived from six subscription price intelligence providers, each in its own shape. The marketing and sales team extracted, validated and reformatted pricing data manually, with no unified view and no way to search across it.
What we built
An end to end ingestion pipeline that reads emails and attachments, including tables and figures, into a hybrid retrieval layer combining vector and keyword search. On top sit a chatbot for natural language questions and a template driven bulletin engine with scheduled distribution.
How it runs
- IngestEmails, attachments, tables and figures parsed
- RetrieveHybrid vector and keyword search grounds every answer
- PublishTemplate driven bulletins generated and scheduled
The result
- 6
- Data sources unified
- Minutes
- Report creation time
- 100%
- Source attribution
Built with
- RAG
- Vector search
- LLM
- Chatbot
Run this in Metals & Mining
The same Knowledge search build, scoped to your sources and your reporting lines.